{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3a2c954f",
   "metadata": {
    "papermill": {
     "duration": 0.033571,
     "end_time": "2022-01-08T12:03:30.741888",
     "exception": false,
     "start_time": "2022-01-08T12:03:30.708317",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## 1. 加载依赖\n",
    "\n",
    "```\n",
    "逻辑回归: 判断1/0(是/否)风险用户\n",
    "决策树: 相当于规则的集合(cpp 后剪枝)\n",
    "风险标签: 用户风险画像, 每个标签对应一个模型\n",
    "聚类分析: 风险高用户聚集 信用好用户聚集 信用一般用户聚集(相对较多)\n",
    "```\n",
    "\n",
    "```\n",
    "ks指标: 风控中,ks常用于评估模型区分度. 区分度越大,说明模型的风险排序能力(ranking ability)越强\n",
    "ks=max(|TPR-FPR|)  属于ROC曲线曲线的扩展\n",
    "ks值越大,命中率越高,同时错判率越低,从而表明模型对正,负例的区分能力越高\n",
    "KS%    好坏区分能力\n",
    "20以下: 不建议采用\n",
    "20-40: 较好\n",
    "41-50: 良好\n",
    "51-60: 很强\n",
    "61-75: 非常强\n",
    "75以上: 能力高,但疑似有误(过拟合)\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "21fd271a",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:30.812803Z",
     "iopub.status.busy": "2022-01-08T12:03:30.812117Z",
     "iopub.status.idle": "2022-01-08T12:03:31.986451Z",
     "shell.execute_reply": "2022-01-08T12:03:31.987011Z",
     "shell.execute_reply.started": "2022-01-08T11:26:40.058418Z"
    },
    "papermill": {
     "duration": 1.211764,
     "end_time": "2022-01-08T12:03:31.987214",
     "exception": false,
     "start_time": "2022-01-08T12:03:30.775450",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Plotting libraries\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "sns.set(color_codes = True)\n",
    "\n",
    "import sklearn\n",
    "import scipy\n",
    "from pylab import rcParams\n",
    "rcParams['figure.figsize'] = 14, 8\n",
    "RANDOM_SEED = 42\n",
    "LABELS = [\"Normal\", \"Fraud\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31838265",
   "metadata": {
    "papermill": {
     "duration": 0.03399,
     "end_time": "2022-01-08T12:03:32.056021",
     "exception": false,
     "start_time": "2022-01-08T12:03:32.022031",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## 2. 载入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "154bb92c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:32.128628Z",
     "iopub.status.busy": "2022-01-08T12:03:32.127919Z",
     "iopub.status.idle": "2022-01-08T12:03:36.277478Z",
     "shell.execute_reply": "2022-01-08T12:03:36.276930Z",
     "shell.execute_reply.started": "2022-01-08T11:27:25.316485Z"
    },
    "papermill": {
     "duration": 4.187035,
     "end_time": "2022-01-08T12:03:36.277643",
     "exception": false,
     "start_time": "2022-01-08T12:03:32.090608",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "   Time        V1        V2        V3        V4        V5        V6        V7  \\\n0     0 -1.359807 -0.072781  2.536347  1.378155 -0.338321  0.462388  0.239599   \n1     0  1.191857  0.266151  0.166480  0.448154  0.060018 -0.082361 -0.078803   \n2     1 -1.358354 -1.340163  1.773209  0.379780 -0.503198  1.800499  0.791461   \n3     1 -0.966272 -0.185226  1.792993 -0.863291 -0.010309  1.247203  0.237609   \n4     2 -1.158233  0.877737  1.548718  0.403034 -0.407193  0.095921  0.592941   \n\n         V8        V9  ...       V21       V22       V23       V24       V25  \\\n0  0.098698  0.363787  ... -0.018307  0.277838 -0.110474  0.066928  0.128539   \n1  0.085102 -0.255425  ... -0.225775 -0.638672  0.101288 -0.339846  0.167170   \n2  0.247676 -1.514654  ...  0.247998  0.771679  0.909412 -0.689281 -0.327642   \n3  0.377436 -1.387024  ... -0.108300  0.005274 -0.190321 -1.175575  0.647376   \n4 -0.270533  0.817739  ... -0.009431  0.798278 -0.137458  0.141267 -0.206010   \n\n        V26       V27       V28  Amount  Class  \n0 -0.189115  0.133558 -0.021053  149.62      0  \n1  0.125895 -0.008983  0.014724    2.69      0  \n2 -0.139097 -0.055353 -0.059752  378.66      0  \n3 -0.221929  0.062723  0.061458  123.50      0  \n4  0.502292  0.219422  0.215153   69.99      0  \n\n[5 rows x 31 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Time</th>\n      <th>V1</th>\n      <th>V2</th>\n      <th>V3</th>\n      <th>V4</th>\n      <th>V5</th>\n      <th>V6</th>\n      <th>V7</th>\n      <th>V8</th>\n      <th>V9</th>\n      <th>...</th>\n      <th>V21</th>\n      <th>V22</th>\n      <th>V23</th>\n      <th>V24</th>\n      <th>V25</th>\n      <th>V26</th>\n      <th>V27</th>\n      <th>V28</th>\n      <th>Amount</th>\n      <th>Class</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>-1.359807</td>\n      <td>-0.072781</td>\n      <td>2.536347</td>\n      <td>1.378155</td>\n      <td>-0.338321</td>\n      <td>0.462388</td>\n      <td>0.239599</td>\n      <td>0.098698</td>\n      <td>0.363787</td>\n      <td>...</td>\n      <td>-0.018307</td>\n      <td>0.277838</td>\n      <td>-0.110474</td>\n      <td>0.066928</td>\n      <td>0.128539</td>\n      <td>-0.189115</td>\n      <td>0.133558</td>\n      <td>-0.021053</td>\n      <td>149.62</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0</td>\n      <td>1.191857</td>\n      <td>0.266151</td>\n      <td>0.166480</td>\n      <td>0.448154</td>\n      <td>0.060018</td>\n      <td>-0.082361</td>\n      <td>-0.078803</td>\n      <td>0.085102</td>\n      <td>-0.255425</td>\n      <td>...</td>\n      <td>-0.225775</td>\n      <td>-0.638672</td>\n      <td>0.101288</td>\n      <td>-0.339846</td>\n      <td>0.167170</td>\n      <td>0.125895</td>\n      <td>-0.008983</td>\n      <td>0.014724</td>\n      <td>2.69</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1</td>\n      <td>-1.358354</td>\n      <td>-1.340163</td>\n      <td>1.773209</td>\n      <td>0.379780</td>\n      <td>-0.503198</td>\n      <td>1.800499</td>\n      <td>0.791461</td>\n      <td>0.247676</td>\n      <td>-1.514654</td>\n      <td>...</td>\n      <td>0.247998</td>\n      <td>0.771679</td>\n      <td>0.909412</td>\n      <td>-0.689281</td>\n      <td>-0.327642</td>\n      <td>-0.139097</td>\n      <td>-0.055353</td>\n      <td>-0.059752</td>\n      <td>378.66</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1</td>\n      <td>-0.966272</td>\n      <td>-0.185226</td>\n      <td>1.792993</td>\n      <td>-0.863291</td>\n      <td>-0.010309</td>\n      <td>1.247203</td>\n      <td>0.237609</td>\n      <td>0.377436</td>\n      <td>-1.387024</td>\n      <td>...</td>\n      <td>-0.108300</td>\n      <td>0.005274</td>\n      <td>-0.190321</td>\n      <td>-1.175575</td>\n      <td>0.647376</td>\n      <td>-0.221929</td>\n      <td>0.062723</td>\n      <td>0.061458</td>\n      <td>123.50</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2</td>\n      <td>-1.158233</td>\n      <td>0.877737</td>\n      <td>1.548718</td>\n      <td>0.403034</td>\n      <td>-0.407193</td>\n      <td>0.095921</td>\n      <td>0.592941</td>\n      <td>-0.270533</td>\n      <td>0.817739</td>\n      <td>...</td>\n      <td>-0.009431</td>\n      <td>0.798278</td>\n      <td>-0.137458</td>\n      <td>0.141267</td>\n      <td>-0.206010</td>\n      <td>0.502292</td>\n      <td>0.219422</td>\n      <td>0.215153</td>\n      <td>69.99</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 31 columns</p>\n</div>"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# PCA 降维后的数据, 可解释性不强, 无法看到原始数据值\n",
    "df =pd.read_csv(\"creditcard.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4b6defd5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:36.355430Z",
     "iopub.status.busy": "2022-01-08T12:03:36.354725Z",
     "iopub.status.idle": "2022-01-08T12:03:36.395641Z",
     "shell.execute_reply": "2022-01-08T12:03:36.396352Z",
     "shell.execute_reply.started": "2022-01-08T11:28:00.147289Z"
    },
    "papermill": {
     "duration": 0.083548,
     "end_time": "2022-01-08T12:03:36.396589",
     "exception": false,
     "start_time": "2022-01-08T12:03:36.313041",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 38888 entries, 0 to 38887\n",
      "Data columns (total 31 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   Time    38888 non-null  int64  \n",
      " 1   V1      38888 non-null  float64\n",
      " 2   V2      38888 non-null  float64\n",
      " 3   V3      38888 non-null  float64\n",
      " 4   V4      38888 non-null  float64\n",
      " 5   V5      38888 non-null  float64\n",
      " 6   V6      38888 non-null  float64\n",
      " 7   V7      38888 non-null  float64\n",
      " 8   V8      38888 non-null  float64\n",
      " 9   V9      38888 non-null  float64\n",
      " 10  V10     38888 non-null  float64\n",
      " 11  V11     38888 non-null  float64\n",
      " 12  V12     38888 non-null  float64\n",
      " 13  V13     38888 non-null  float64\n",
      " 14  V14     38888 non-null  float64\n",
      " 15  V15     38888 non-null  float64\n",
      " 16  V16     38888 non-null  float64\n",
      " 17  V17     38888 non-null  float64\n",
      " 18  V18     38888 non-null  float64\n",
      " 19  V19     38888 non-null  float64\n",
      " 20  V20     38888 non-null  float64\n",
      " 21  V21     38888 non-null  float64\n",
      " 22  V22     38888 non-null  float64\n",
      " 23  V23     38888 non-null  float64\n",
      " 24  V24     38888 non-null  float64\n",
      " 25  V25     38888 non-null  float64\n",
      " 26  V26     38888 non-null  float64\n",
      " 27  V27     38888 non-null  float64\n",
      " 28  V28     38888 non-null  float64\n",
      " 29  Amount  38888 non-null  float64\n",
      " 30  Class   38888 non-null  int64  \n",
      "dtypes: float64(29), int64(2)\n",
      "memory usage: 9.2 MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "68458349",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:36.475030Z",
     "iopub.status.busy": "2022-01-08T12:03:36.474307Z",
     "iopub.status.idle": "2022-01-08T12:03:36.501045Z",
     "shell.execute_reply": "2022-01-08T12:03:36.500420Z",
     "shell.execute_reply.started": "2022-01-08T11:28:18.357613Z"
    },
    "papermill": {
     "duration": 0.067274,
     "end_time": "2022-01-08T12:03:36.501196",
     "exception": false,
     "start_time": "2022-01-08T12:03:36.433922",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "Time      0\nV1        0\nV2        0\nV3        0\nV4        0\nV5        0\nV6        0\nV7        0\nV8        0\nV9        0\nV10       0\nV11       0\nV12       0\nV13       0\nV14       0\nV15       0\nV16       0\nV17       0\nV18       0\nV19       0\nV20       0\nV21       0\nV22       0\nV23       0\nV24       0\nV25       0\nV26       0\nV27       0\nV28       0\nAmount    0\nClass     0\ndtype: int64"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()  #checking null value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ef9e258f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:36.578618Z",
     "iopub.status.busy": "2022-01-08T12:03:36.577806Z",
     "iopub.status.idle": "2022-01-08T12:03:36.581090Z",
     "shell.execute_reply": "2022-01-08T12:03:36.580593Z",
     "shell.execute_reply.started": "2022-01-08T11:28:34.341321Z"
    },
    "papermill": {
     "duration": 0.044007,
     "end_time": "2022-01-08T12:03:36.581242",
     "exception": false,
     "start_time": "2022-01-08T12:03:36.537235",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "(38888, 31)"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c4105893",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:36.692165Z",
     "iopub.status.busy": "2022-01-08T12:03:36.691464Z",
     "iopub.status.idle": "2022-01-08T12:03:37.088731Z",
     "shell.execute_reply": "2022-01-08T12:03:37.088172Z",
     "shell.execute_reply.started": "2022-01-08T11:29:02.24078Z"
    },
    "papermill": {
     "duration": 0.471451,
     "end_time": "2022-01-08T12:03:37.088866",
     "exception": false,
     "start_time": "2022-01-08T12:03:36.617415",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "               Time            V1            V2            V3            V4  \\\ncount  38888.000000  38888.000000  38888.000000  38888.000000  38888.000000   \nmean   25203.705436     -0.213172      0.056277      0.715035      0.190379   \nstd    12586.023860      1.834078      1.547730      1.512829      1.401835   \nmin        0.000000    -30.552380    -40.978852    -31.103685     -5.172595   \n25%    14472.000000     -0.964708     -0.521924      0.236933     -0.717527   \n50%    30291.000000     -0.234597      0.104154      0.819595      0.185168   \n75%    35347.250000      1.160957      0.748303      1.449574      1.072134   \nmax    39601.000000      1.960497     16.713389      4.101716     13.143668   \n\n                 V5            V6            V7            V8            V9  \\\ncount  38888.000000  38888.000000  38888.000000  38888.000000  38888.000000   \nmean      -0.229072      0.100516     -0.114232      0.040393      0.222569   \nstd        1.380015      1.305310      1.247105      1.226898      1.227459   \nmin      -42.147898    -23.496714    -26.548144    -41.484823     -7.175097   \n25%       -0.832895     -0.638545     -0.597427     -0.152796     -0.550150   \n50%       -0.265457     -0.158783     -0.073308      0.047651      0.098045   \n75%        0.297588      0.488682      0.434018      0.314125      0.942528   \nmax       34.099309     22.529298     36.677268     20.007208     10.392889   \n\n       ...           V21           V22           V23           V24  \\\ncount  ...  38888.000000  38888.000000  38888.000000  38888.000000   \nmean   ...     -0.029987     -0.112082     -0.040688      0.007202   \nstd    ...      0.754683      0.638527      0.552014      0.593451   \nmin    ...    -20.262054     -8.593642    -26.751119     -2.836627   \n25%    ...     -0.237420     -0.534437     -0.178644     -0.325982   \n50%    ...     -0.078031     -0.086505     -0.051989      0.061322   \n75%    ...      0.099496      0.299087      0.076788      0.399026   \nmax    ...     22.614889      5.805795     17.297845      4.014444   \n\n                V25           V26           V27           V28        Amount  \\\ncount  38888.000000  38888.000000  38888.000000  38888.000000  38888.000000   \nmean       0.136174      0.022618      0.008762      0.004326     86.797314   \nstd        0.436347      0.505258      0.385762      0.299570    233.103683   \nmin       -7.495741     -1.438650     -8.567638     -9.617915      0.000000   \n25%       -0.128245     -0.330538     -0.063231     -0.006973      7.240000   \n50%        0.175507     -0.063479      0.008530      0.021409     23.000000   \n75%        0.421577      0.301446      0.085395      0.076000     79.000000   \nmax        5.525093      3.517346     11.135740      5.678671   7879.420000   \n\n              Class  \ncount  38888.000000  \nmean       0.002649  \nstd        0.051397  \nmin        0.000000  \n25%        0.000000  \n50%        0.000000  \n75%        0.000000  \nmax        1.000000  \n\n[8 rows x 31 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Time</th>\n      <th>V1</th>\n      <th>V2</th>\n      <th>V3</th>\n      <th>V4</th>\n      <th>V5</th>\n      <th>V6</th>\n      <th>V7</th>\n      <th>V8</th>\n      <th>V9</th>\n      <th>...</th>\n      <th>V21</th>\n      <th>V22</th>\n      <th>V23</th>\n      <th>V24</th>\n      <th>V25</th>\n      <th>V26</th>\n      <th>V27</th>\n      <th>V28</th>\n      <th>Amount</th>\n      <th>Class</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>...</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n      <td>38888.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>25203.705436</td>\n      <td>-0.213172</td>\n      <td>0.056277</td>\n      <td>0.715035</td>\n      <td>0.190379</td>\n      <td>-0.229072</td>\n      <td>0.100516</td>\n      <td>-0.114232</td>\n      <td>0.040393</td>\n      <td>0.222569</td>\n      <td>...</td>\n      <td>-0.029987</td>\n      <td>-0.112082</td>\n      <td>-0.040688</td>\n      <td>0.007202</td>\n      <td>0.136174</td>\n      <td>0.022618</td>\n      <td>0.008762</td>\n      <td>0.004326</td>\n      <td>86.797314</td>\n      <td>0.002649</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>12586.023860</td>\n      <td>1.834078</td>\n      <td>1.547730</td>\n      <td>1.512829</td>\n      <td>1.401835</td>\n      <td>1.380015</td>\n      <td>1.305310</td>\n      <td>1.247105</td>\n      <td>1.226898</td>\n      <td>1.227459</td>\n      <td>...</td>\n      <td>0.754683</td>\n      <td>0.638527</td>\n      <td>0.552014</td>\n      <td>0.593451</td>\n      <td>0.436347</td>\n      <td>0.505258</td>\n      <td>0.385762</td>\n      <td>0.299570</td>\n      <td>233.103683</td>\n      <td>0.051397</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.000000</td>\n      <td>-30.552380</td>\n      <td>-40.978852</td>\n      <td>-31.103685</td>\n      <td>-5.172595</td>\n      <td>-42.147898</td>\n      <td>-23.496714</td>\n      <td>-26.548144</td>\n      <td>-41.484823</td>\n      <td>-7.175097</td>\n      <td>...</td>\n      <td>-20.262054</td>\n      <td>-8.593642</td>\n      <td>-26.751119</td>\n      <td>-2.836627</td>\n      <td>-7.495741</td>\n      <td>-1.438650</td>\n      <td>-8.567638</td>\n      <td>-9.617915</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>14472.000000</td>\n      <td>-0.964708</td>\n      <td>-0.521924</td>\n      <td>0.236933</td>\n      <td>-0.717527</td>\n      <td>-0.832895</td>\n      <td>-0.638545</td>\n      <td>-0.597427</td>\n      <td>-0.152796</td>\n      <td>-0.550150</td>\n      <td>...</td>\n      <td>-0.237420</td>\n      <td>-0.534437</td>\n      <td>-0.178644</td>\n      <td>-0.325982</td>\n      <td>-0.128245</td>\n      <td>-0.330538</td>\n      <td>-0.063231</td>\n      <td>-0.006973</td>\n      <td>7.240000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>30291.000000</td>\n      <td>-0.234597</td>\n      <td>0.104154</td>\n      <td>0.819595</td>\n      <td>0.185168</td>\n      <td>-0.265457</td>\n      <td>-0.158783</td>\n      <td>-0.073308</td>\n      <td>0.047651</td>\n      <td>0.098045</td>\n      <td>...</td>\n      <td>-0.078031</td>\n      <td>-0.086505</td>\n      <td>-0.051989</td>\n      <td>0.061322</td>\n      <td>0.175507</td>\n      <td>-0.063479</td>\n      <td>0.008530</td>\n      <td>0.021409</td>\n      <td>23.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>35347.250000</td>\n      <td>1.160957</td>\n      <td>0.748303</td>\n      <td>1.449574</td>\n      <td>1.072134</td>\n      <td>0.297588</td>\n      <td>0.488682</td>\n      <td>0.434018</td>\n      <td>0.314125</td>\n      <td>0.942528</td>\n      <td>...</td>\n      <td>0.099496</td>\n      <td>0.299087</td>\n      <td>0.076788</td>\n      <td>0.399026</td>\n      <td>0.421577</td>\n      <td>0.301446</td>\n      <td>0.085395</td>\n      <td>0.076000</td>\n      <td>79.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>39601.000000</td>\n      <td>1.960497</td>\n      <td>16.713389</td>\n      <td>4.101716</td>\n      <td>13.143668</td>\n      <td>34.099309</td>\n      <td>22.529298</td>\n      <td>36.677268</td>\n      <td>20.007208</td>\n      <td>10.392889</td>\n      <td>...</td>\n      <td>22.614889</td>\n      <td>5.805795</td>\n      <td>17.297845</td>\n      <td>4.014444</td>\n      <td>5.525093</td>\n      <td>3.517346</td>\n      <td>11.135740</td>\n      <td>5.678671</td>\n      <td>7879.420000</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n<p>8 rows × 31 columns</p>\n</div>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2af8b69",
   "metadata": {
    "papermill": {
     "duration": 0.036871,
     "end_time": "2022-01-08T12:03:37.163574",
     "exception": false,
     "start_time": "2022-01-08T12:03:37.126703",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## 3. 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ff53f642",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:37.243512Z",
     "iopub.status.busy": "2022-01-08T12:03:37.242885Z",
     "iopub.status.idle": "2022-01-08T12:03:37.495112Z",
     "shell.execute_reply": "2022-01-08T12:03:37.494577Z",
     "shell.execute_reply.started": "2022-01-08T11:29:37.24162Z"
    },
    "papermill": {
     "duration": 0.294543,
     "end_time": "2022-01-08T12:03:37.495257",
     "exception": false,
     "start_time": "2022-01-08T12:03:37.200714",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='Class', ylabel='count'>"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1008x576 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0-正常 1-问题用户数据\n",
    "sns.set_style(\"darkgrid\")\n",
    "sns.countplot(data=df,x=\"Class\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6ec7eae6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:37.589974Z",
     "iopub.status.busy": "2022-01-08T12:03:37.589089Z",
     "iopub.status.idle": "2022-01-08T12:03:37.597357Z",
     "shell.execute_reply": "2022-01-08T12:03:37.596756Z",
     "shell.execute_reply.started": "2022-01-08T11:29:57.116165Z"
    },
    "papermill": {
     "duration": 0.056267,
     "end_time": "2022-01-08T12:03:37.597494",
     "exception": false,
     "start_time": "2022-01-08T12:03:37.541227",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "0    38785\n1      103\nName: Class, dtype: int64"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Class\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21ba220a",
   "metadata": {
    "papermill": {
     "duration": 0.037877,
     "end_time": "2022-01-08T12:03:37.673422",
     "exception": false,
     "start_time": "2022-01-08T12:03:37.635545",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## this is imballanced dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "054cda08",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:37.755173Z",
     "iopub.status.busy": "2022-01-08T12:03:37.754489Z",
     "iopub.status.idle": "2022-01-08T12:03:37.790525Z",
     "shell.execute_reply": "2022-01-08T12:03:37.789999Z",
     "shell.execute_reply.started": "2022-01-08T11:31:03.447096Z"
    },
    "papermill": {
     "duration": 0.07926,
     "end_time": "2022-01-08T12:03:37.790704",
     "exception": false,
     "start_time": "2022-01-08T12:03:37.711444",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "## will try to analyze fraud data\n",
    "fraud = df[df[\"Class\"]==1]\n",
    "normal = df[df[\"Class\"]==0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8aeabca9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:37.871182Z",
     "iopub.status.busy": "2022-01-08T12:03:37.870451Z",
     "iopub.status.idle": "2022-01-08T12:03:37.874486Z",
     "shell.execute_reply": "2022-01-08T12:03:37.873989Z",
     "shell.execute_reply.started": "2022-01-08T11:31:32.597356Z"
    },
    "papermill": {
     "duration": 0.045718,
     "end_time": "2022-01-08T12:03:37.874642",
     "exception": false,
     "start_time": "2022-01-08T12:03:37.828924",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(103, 31) (38785, 31)\n"
     ]
    }
   ],
   "source": [
    "print(fraud.shape,normal.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c50528fc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:37.954759Z",
     "iopub.status.busy": "2022-01-08T12:03:37.954020Z",
     "iopub.status.idle": "2022-01-08T12:03:37.962437Z",
     "shell.execute_reply": "2022-01-08T12:03:37.963028Z",
     "shell.execute_reply.started": "2022-01-08T11:31:45.961966Z"
    },
    "papermill": {
     "duration": 0.050505,
     "end_time": "2022-01-08T12:03:37.963194",
     "exception": false,
     "start_time": "2022-01-08T12:03:37.912689",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "count     103.000000\nmean       90.471165\nstd       247.173335\nmin         0.000000\n25%         1.000000\n50%         3.760000\n75%        99.990000\nmax      1809.680000\nName: Amount, dtype: float64"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## we will analyze transition amount during fraud cases\n",
    "fraud.Amount.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e8f70555",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:38.044239Z",
     "iopub.status.busy": "2022-01-08T12:03:38.043631Z",
     "iopub.status.idle": "2022-01-08T12:03:38.062746Z",
     "shell.execute_reply": "2022-01-08T12:03:38.063248Z",
     "shell.execute_reply.started": "2022-01-08T11:32:02.381944Z"
    },
    "papermill": {
     "duration": 0.060778,
     "end_time": "2022-01-08T12:03:38.063410",
     "exception": false,
     "start_time": "2022-01-08T12:03:38.002632",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "count    38785.000000\nmean        86.787558\nstd        233.068489\nmin          0.000000\n25%          7.320000\n50%         23.060000\n75%         79.000000\nmax       7879.420000\nName: Amount, dtype: float64"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normal.Amount.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "82cd0301",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:38.143689Z",
     "iopub.status.busy": "2022-01-08T12:03:38.142986Z",
     "iopub.status.idle": "2022-01-08T12:03:44.090759Z",
     "shell.execute_reply": "2022-01-08T12:03:44.091271Z",
     "shell.execute_reply.started": "2022-01-08T11:32:17.99643Z"
    },
    "papermill": {
     "duration": 5.989327,
     "end_time": "2022-01-08T12:03:44.091456",
     "exception": false,
     "start_time": "2022-01-08T12:03:38.102129",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x1080 with 36 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1080x1080 with 36 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(bins=30,figsize=(15,15))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "54269555",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:44.183975Z",
     "iopub.status.busy": "2022-01-08T12:03:44.183235Z",
     "iopub.status.idle": "2022-01-08T12:03:45.241334Z",
     "shell.execute_reply": "2022-01-08T12:03:45.240821Z",
     "shell.execute_reply.started": "2022-01-08T11:32:36.795617Z"
    },
    "papermill": {
     "duration": 1.108887,
     "end_time": "2022-01-08T12:03:45.241472",
     "exception": false,
     "start_time": "2022-01-08T12:03:44.132585",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1008x576 with 2 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n",
    "f.suptitle('Amount per transaction by class')\n",
    "bins = 50\n",
    "ax1.hist(fraud.Amount, bins = bins)\n",
    "ax1.set_title('Fraud')\n",
    "ax2.hist(normal.Amount, bins = bins)\n",
    "ax2.set_title('Normal')\n",
    "plt.xlabel('Amount ($)')\n",
    "plt.ylabel('Number of Transactions')\n",
    "plt.xlim((0, 20000))\n",
    "plt.yscale('log')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9bf49c13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Time      284807\n",
       "V1        284807\n",
       "V2        284807\n",
       "V3        284807\n",
       "V4        284807\n",
       "V5        284807\n",
       "V6        284807\n",
       "V7        284807\n",
       "V8        284807\n",
       "V9        284807\n",
       "V10       284807\n",
       "V11       284807\n",
       "V12       284807\n",
       "V13       284807\n",
       "V14       284807\n",
       "V15       284807\n",
       "V16       284807\n",
       "V17       284807\n",
       "V18       284807\n",
       "V19       284807\n",
       "V20       284807\n",
       "V21       284807\n",
       "V22       284807\n",
       "V23       284807\n",
       "V24       284807\n",
       "V25       284807\n",
       "V26       284807\n",
       "V27       284807\n",
       "V28       284807\n",
       "Amount    284807\n",
       "Class     284807\n",
       "dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ffb0f952",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:45.334279Z",
     "iopub.status.busy": "2022-01-08T12:03:45.333441Z",
     "iopub.status.idle": "2022-01-08T12:03:51.822891Z",
     "shell.execute_reply": "2022-01-08T12:03:51.823404Z",
     "shell.execute_reply.started": "2022-01-08T11:32:56.176919Z"
    },
    "papermill": {
     "duration": 6.538133,
     "end_time": "2022-01-08T12:03:51.823594",
     "exception": false,
     "start_time": "2022-01-08T12:03:45.285461",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:>"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1800x1080 with 2 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 皮尔森系数\n",
    "correlation =df[:1000].corr()\n",
    "\n",
    "plt.figure(figsize=(25,15))\n",
    "sns.heatmap(correlation,annot=True,cmap=\"RdYlGn\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "404ae9a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:51.968553Z",
     "iopub.status.busy": "2022-01-08T12:03:51.967586Z",
     "iopub.status.idle": "2022-01-08T12:03:51.970577Z",
     "shell.execute_reply": "2022-01-08T12:03:51.970051Z",
     "shell.execute_reply.started": "2022-01-08T11:33:35.656035Z"
    },
    "papermill": {
     "duration": 0.090804,
     "end_time": "2022-01-08T12:03:51.970741",
     "exception": false,
     "start_time": "2022-01-08T12:03:51.879937",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "## Seprating independent and dependent variable\n",
    "inputs = df.drop(\"Class\",axis=\"columns\")\n",
    "target = df.Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8de8af16",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:52.091681Z",
     "iopub.status.busy": "2022-01-08T12:03:52.090076Z",
     "iopub.status.idle": "2022-01-08T12:03:52.153583Z",
     "shell.execute_reply": "2022-01-08T12:03:52.154096Z",
     "shell.execute_reply.started": "2022-01-08T11:33:44.466557Z"
    },
    "papermill": {
     "duration": 0.126494,
     "end_time": "2022-01-08T12:03:52.154260",
     "exception": false,
     "start_time": "2022-01-08T12:03:52.027766",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "        Time        V1        V2        V3        V4        V5        V6  \\\n0          0 -1.359807 -0.072781  2.536347  1.378155 -0.338321  0.462388   \n1          0  1.191857  0.266151  0.166480  0.448154  0.060018 -0.082361   \n2          1 -1.358354 -1.340163  1.773209  0.379780 -0.503198  1.800499   \n3          1 -0.966272 -0.185226  1.792993 -0.863291 -0.010309  1.247203   \n4          2 -1.158233  0.877737  1.548718  0.403034 -0.407193  0.095921   \n...      ...       ...       ...       ...       ...       ...       ...   \n38883  39599  0.479722 -1.090394  1.142296  3.121676 -0.953701  1.309471   \n38884  39600  1.044711 -0.130607  1.368331  1.800549 -0.828279  0.420754   \n38885  39600  1.200868  0.051117 -0.077957 -0.170067 -0.225373 -1.069023   \n38886  39600  1.146866 -0.130398  1.472755  0.897303 -1.324229 -0.621808   \n38887  39601 -0.505120  1.100013  1.629063  0.619591  0.441620 -0.715637   \n\n             V7        V8        V9  ...       V20       V21       V22  \\\n0      0.239599  0.098698  0.363787  ...  0.251412 -0.018307  0.277838   \n1     -0.078803  0.085102 -0.255425  ... -0.069083 -0.225775 -0.638672   \n2      0.791461  0.247676 -1.514654  ...  0.524980  0.247998  0.771679   \n3      0.237609  0.377436 -1.387024  ... -0.208038 -0.108300  0.005274   \n4      0.592941 -0.270533  0.817739  ...  0.408542 -0.009431  0.798278   \n...         ...       ...       ...  ...       ...       ...       ...   \n38883 -0.389021  0.277661  0.811517  ...  0.542921 -0.052498 -0.458107   \n38884 -0.479919  0.229051  1.145172  ... -0.171961 -0.383784 -0.616540   \n38885  0.366168 -0.243060 -0.374549  ...  0.036696 -0.305158 -1.018014   \n38886 -0.582208  0.001088  0.823197  ... -0.074223 -0.053621  0.061901   \n38887  1.447820 -0.996300  0.717490  ...  0.377107 -0.097624  0.422902   \n\n            V23       V24       V25       V26       V27       V28  Amount  \n0     -0.110474  0.066928  0.128539 -0.189115  0.133558 -0.021053  149.62  \n1      0.101288 -0.339846  0.167170  0.125895 -0.008983  0.014724    2.69  \n2      0.909412 -0.689281 -0.327642 -0.139097 -0.055353 -0.059752  378.66  \n3     -0.190321 -1.175575  0.647376 -0.221929  0.062723  0.061458  123.50  \n4     -0.137458  0.141267 -0.206010  0.502292  0.219422  0.215153   69.99  \n...         ...       ...       ...       ...       ...       ...     ...  \n38883 -0.409935 -0.408383  0.427841  0.042399  0.007442  0.085429  340.32  \n38884  0.112131  0.410365  0.398166 -0.531866  0.094226  0.034227   16.98  \n38885  0.099603  0.379265  0.173057  0.713437 -0.118388 -0.003965   44.75  \n38886  0.093934  0.975297  0.179011  0.387648  0.013137  0.032375    9.99  \n38887 -0.274836  0.345473 -0.346577 -0.459389 -0.554823 -0.606076    4.99  \n\n[38888 rows x 30 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Time</th>\n      <th>V1</th>\n      <th>V2</th>\n      <th>V3</th>\n      <th>V4</th>\n      <th>V5</th>\n      <th>V6</th>\n      <th>V7</th>\n      <th>V8</th>\n      <th>V9</th>\n      <th>...</th>\n      <th>V20</th>\n      <th>V21</th>\n      <th>V22</th>\n      <th>V23</th>\n      <th>V24</th>\n      <th>V25</th>\n      <th>V26</th>\n      <th>V27</th>\n      <th>V28</th>\n      <th>Amount</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>-1.359807</td>\n      <td>-0.072781</td>\n      <td>2.536347</td>\n      <td>1.378155</td>\n      <td>-0.338321</td>\n      <td>0.462388</td>\n      <td>0.239599</td>\n      <td>0.098698</td>\n      <td>0.363787</td>\n      <td>...</td>\n      <td>0.251412</td>\n      <td>-0.018307</td>\n      <td>0.277838</td>\n      <td>-0.110474</td>\n      <td>0.066928</td>\n      <td>0.128539</td>\n      <td>-0.189115</td>\n      <td>0.133558</td>\n      <td>-0.021053</td>\n      <td>149.62</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0</td>\n      <td>1.191857</td>\n      <td>0.266151</td>\n      <td>0.166480</td>\n      <td>0.448154</td>\n      <td>0.060018</td>\n      <td>-0.082361</td>\n      <td>-0.078803</td>\n      <td>0.085102</td>\n      <td>-0.255425</td>\n      <td>...</td>\n      <td>-0.069083</td>\n      <td>-0.225775</td>\n      <td>-0.638672</td>\n      <td>0.101288</td>\n      <td>-0.339846</td>\n      <td>0.167170</td>\n      <td>0.125895</td>\n      <td>-0.008983</td>\n      <td>0.014724</td>\n      <td>2.69</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1</td>\n      <td>-1.358354</td>\n      <td>-1.340163</td>\n      <td>1.773209</td>\n      <td>0.379780</td>\n      <td>-0.503198</td>\n      <td>1.800499</td>\n      <td>0.791461</td>\n      <td>0.247676</td>\n      <td>-1.514654</td>\n      <td>...</td>\n      <td>0.524980</td>\n      <td>0.247998</td>\n      <td>0.771679</td>\n      <td>0.909412</td>\n      <td>-0.689281</td>\n      <td>-0.327642</td>\n      <td>-0.139097</td>\n      <td>-0.055353</td>\n      <td>-0.059752</td>\n      <td>378.66</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1</td>\n      <td>-0.966272</td>\n      <td>-0.185226</td>\n      <td>1.792993</td>\n      <td>-0.863291</td>\n      <td>-0.010309</td>\n      <td>1.247203</td>\n      <td>0.237609</td>\n      <td>0.377436</td>\n      <td>-1.387024</td>\n      <td>...</td>\n      <td>-0.208038</td>\n      <td>-0.108300</td>\n      <td>0.005274</td>\n      <td>-0.190321</td>\n      <td>-1.175575</td>\n      <td>0.647376</td>\n      <td>-0.221929</td>\n      <td>0.062723</td>\n      <td>0.061458</td>\n      <td>123.50</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2</td>\n      <td>-1.158233</td>\n      <td>0.877737</td>\n      <td>1.548718</td>\n      <td>0.403034</td>\n      <td>-0.407193</td>\n      <td>0.095921</td>\n      <td>0.592941</td>\n      <td>-0.270533</td>\n      <td>0.817739</td>\n      <td>...</td>\n      <td>0.408542</td>\n      <td>-0.009431</td>\n      <td>0.798278</td>\n      <td>-0.137458</td>\n      <td>0.141267</td>\n      <td>-0.206010</td>\n      <td>0.502292</td>\n      <td>0.219422</td>\n      <td>0.215153</td>\n      <td>69.99</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>38883</th>\n      <td>39599</td>\n      <td>0.479722</td>\n      <td>-1.090394</td>\n      <td>1.142296</td>\n      <td>3.121676</td>\n      <td>-0.953701</td>\n      <td>1.309471</td>\n      <td>-0.389021</td>\n      <td>0.277661</td>\n      <td>0.811517</td>\n      <td>...</td>\n      <td>0.542921</td>\n      <td>-0.052498</td>\n      <td>-0.458107</td>\n      <td>-0.409935</td>\n      <td>-0.408383</td>\n      <td>0.427841</td>\n      <td>0.042399</td>\n      <td>0.007442</td>\n      <td>0.085429</td>\n      <td>340.32</td>\n    </tr>\n    <tr>\n      <th>38884</th>\n      <td>39600</td>\n      <td>1.044711</td>\n      <td>-0.130607</td>\n      <td>1.368331</td>\n      <td>1.800549</td>\n      <td>-0.828279</td>\n      <td>0.420754</td>\n      <td>-0.479919</td>\n      <td>0.229051</td>\n      <td>1.145172</td>\n      <td>...</td>\n      <td>-0.171961</td>\n      <td>-0.383784</td>\n      <td>-0.616540</td>\n      <td>0.112131</td>\n      <td>0.410365</td>\n      <td>0.398166</td>\n      <td>-0.531866</td>\n      <td>0.094226</td>\n      <td>0.034227</td>\n      <td>16.98</td>\n    </tr>\n    <tr>\n      <th>38885</th>\n      <td>39600</td>\n      <td>1.200868</td>\n      <td>0.051117</td>\n      <td>-0.077957</td>\n      <td>-0.170067</td>\n      <td>-0.225373</td>\n      <td>-1.069023</td>\n      <td>0.366168</td>\n      <td>-0.243060</td>\n      <td>-0.374549</td>\n      <td>...</td>\n      <td>0.036696</td>\n      <td>-0.305158</td>\n      <td>-1.018014</td>\n      <td>0.099603</td>\n      <td>0.379265</td>\n      <td>0.173057</td>\n      <td>0.713437</td>\n      <td>-0.118388</td>\n      <td>-0.003965</td>\n      <td>44.75</td>\n    </tr>\n    <tr>\n      <th>38886</th>\n      <td>39600</td>\n      <td>1.146866</td>\n      <td>-0.130398</td>\n      <td>1.472755</td>\n      <td>0.897303</td>\n      <td>-1.324229</td>\n      <td>-0.621808</td>\n      <td>-0.582208</td>\n      <td>0.001088</td>\n      <td>0.823197</td>\n      <td>...</td>\n      <td>-0.074223</td>\n      <td>-0.053621</td>\n      <td>0.061901</td>\n      <td>0.093934</td>\n      <td>0.975297</td>\n      <td>0.179011</td>\n      <td>0.387648</td>\n      <td>0.013137</td>\n      <td>0.032375</td>\n      <td>9.99</td>\n    </tr>\n    <tr>\n      <th>38887</th>\n      <td>39601</td>\n      <td>-0.505120</td>\n      <td>1.100013</td>\n      <td>1.629063</td>\n      <td>0.619591</td>\n      <td>0.441620</td>\n      <td>-0.715637</td>\n      <td>1.447820</td>\n      <td>-0.996300</td>\n      <td>0.717490</td>\n      <td>...</td>\n      <td>0.377107</td>\n      <td>-0.097624</td>\n      <td>0.422902</td>\n      <td>-0.274836</td>\n      <td>0.345473</td>\n      <td>-0.346577</td>\n      <td>-0.459389</td>\n      <td>-0.554823</td>\n      <td>-0.606076</td>\n      <td>4.99</td>\n    </tr>\n  </tbody>\n</table>\n<p>38888 rows × 30 columns</p>\n</div>"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "97389528",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:52.275659Z",
     "iopub.status.busy": "2022-01-08T12:03:52.274940Z",
     "iopub.status.idle": "2022-01-08T12:03:52.277856Z",
     "shell.execute_reply": "2022-01-08T12:03:52.278334Z",
     "shell.execute_reply.started": "2022-01-08T11:33:51.616737Z"
    },
    "papermill": {
     "duration": 0.066682,
     "end_time": "2022-01-08T12:03:52.278494",
     "exception": false,
     "start_time": "2022-01-08T12:03:52.211812",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": "0        0\n1        0\n2        0\n3        0\n4        0\n        ..\n38883    0\n38884    0\n38885    0\n38886    0\n38887    0\nName: Class, Length: 38888, dtype: int64"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8426c81f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:52.397926Z",
     "iopub.status.busy": "2022-01-08T12:03:52.397251Z",
     "iopub.status.idle": "2022-01-08T12:03:52.474393Z",
     "shell.execute_reply": "2022-01-08T12:03:52.473842Z",
     "shell.execute_reply.started": "2022-01-08T11:34:08.035866Z"
    },
    "papermill": {
     "duration": 0.138779,
     "end_time": "2022-01-08T12:03:52.474529",
     "exception": false,
     "start_time": "2022-01-08T12:03:52.335750",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data:(31110, 30)\n",
      "Test data:(7778, 30)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "#拆分数据集, 测试集占20%\n",
    "X_train,X_test,y_train,y_test = train_test_split(inputs,target,test_size=0.2,random_state=20)\n",
    "\n",
    "print(\"Training data:{}\".format(X_train.shape))\n",
    "print(\"Test data:{}\".format(X_test.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "47dbe004",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:03:52.931011Z",
     "iopub.status.busy": "2022-01-08T12:03:52.930346Z",
     "iopub.status.idle": "2022-01-08T12:03:53.012378Z",
     "shell.execute_reply": "2022-01-08T12:03:53.011826Z",
     "shell.execute_reply.started": "2022-01-08T11:34:45.077487Z"
    },
    "papermill": {
     "duration": 0.143564,
     "end_time": "2022-01-08T12:03:53.012529",
     "exception": false,
     "start_time": "2022-01-08T12:03:52.868965",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\ginzeng\\.conda\\envs\\learn\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
      "c:\\users\\ginzeng\\.conda\\envs\\learn\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "# 逻辑回归模型训练, 最大迭代次数1w\n",
    "clf = LogisticRegression(max_iter=1000)\n",
    "clf.fit(X_train,y_train)\n",
    "y_predicted = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "5abca124",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-08T12:04:01.497978Z",
     "iopub.status.busy": "2022-01-08T12:04:01.496673Z",
     "iopub.status.idle": "2022-01-08T12:04:01.508524Z",
     "shell.execute_reply": "2022-01-08T12:04:01.509508Z",
     "shell.execute_reply.started": "2022-01-08T11:35:18.676497Z"
    },
    "papermill": {
     "duration": 0.078576,
     "end_time": "2022-01-08T12:04:01.509797",
     "exception": false,
     "start_time": "2022-01-08T12:04:01.431221",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9982000514271021\n"
     ]
    }
   ],
   "source": [
    "score = clf.score(X_test,y_test)\n",
    "print(score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a7a32de",
   "metadata": {
    "papermill": {
     "duration": 0.058098,
     "end_time": "2022-01-08T12:04:01.804010",
     "exception": false,
     "start_time": "2022-01-08T12:04:01.745912",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 43.04978,
   "end_time": "2022-01-08T12:04:02.673822",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2022-01-08T12:03:19.624042",
   "version": "2.3.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}